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Analyzing user Satisfaction with Academic Library Services using CRISP-DM Process

机译:使用CRISP-DM过程对学术图书馆服务的用户满意度分析

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摘要

This research is a quantitative study and its aims were to evaluate users' satisfaction of the available services in Sabaragamuwa university library. We used Cross-Industry Standard Process for Data Mining (CRISP-DM) process which is an industry-proven way to build predictive analytics models across the enterprise. The process contains six phases as follows: business understanding, data understanding, and preparation of data, modeling, evaluation, and deployment. A structured questionnaire was used to collect data in the data understanding phase. These were distributed among stratified randomly selected 360 undergraduates from the university. The descriptive statistics, Pearson correlation and multinomial logistic regression were applied to analyze the obtained data in modeling phase. The results indicated that the selected variables have a satisfaction level and the mean of their ranking values is around 3 and 4. Furthermore, results suggested that selected variable is distributed normally. Pearson Correlation results revealed that library collection (0.662) and library services (0.658) are highly correlated with physical facilities u. Furthermore, library services highly correlated with library collection and library website services.
机译:本研究是定量研究,其目标是评估用户对萨巴加穆瓦大学图书馆的可用服务的满意。我们使用了数据挖掘(CRISP-DM)进程的跨行业标准过程,这是一种以企业构建预测分析模型的行业成熟方式。该过程包含六个阶段,如下所示:商业理解,数据理解和数据的准备,建模,评估和部署。结构化问卷用于收集数据理解阶段的数据。这些分类在大学中的360名本科生中分布。应用描述性统计,Pearson相关性和多项逻辑回归应用于分析所获得的数据在建模阶段。结果表明所选变量具有满意度水平,并且其排名值的平均值约为3和4。此外,结果表明所选变量正常分布。 Pearson相关结果表明,图书馆收集(0.662)和图书馆服务(0.658)与物理设施U高。此外,库服务与图书馆集合和图书馆网站服务高度相关。

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